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Main Authors:	Naik, Prathamesh Vasudeo, Dintakurthi, Naresh, Wang, Yue
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence Machine Learning
Online Access:	https://arxiv.org/abs/2605.11232
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Financial Fraud Detection Using Explainable AI and Stacking Ensemble Methods
by: Almalki, Fahad, et al.
Published: (2025)

BULL-ODE: Bullwhip Learning with Neural ODEs and Universal Differential Equations under Stochastic Demand
by: Naik, Nachiket N., et al.
Published: (2025)

ATP: Enabling Fast LLM Serving via Attention on Top Principal Keys
by: Niu, Yue, et al.
Published: (2024)

LlamaDuo: LLMOps Pipeline for Seamless Migration from Service LLMs to Small-Scale Local LLMs
by: Park, Chansung, et al.
Published: (2024)

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning
by: Zhang, Yanzhi, et al.
Published: (2025)

RegimeNAS: Regime-Aware Differentiable Architecture Search With Theoretical Guarantees for Financial Trading
by: Devadiga, Prathamesh, et al.
Published: (2025)

Can LLMs Find Fraudsters? Multi-level LLM Enhanced Graph Fraud Detection
by: Huang, Tairan, et al.
Published: (2025)

Rethinking Key-Value Cache Compression Techniques for Large Language Model Serving
by: Gao, Wei, et al.
Published: (2025)

Adaptive Inverse Kinematics Framework for Learning Variable-Length Tool Manipulation in Robotics
by: Kothavale, Prathamesh, et al.
Published: (2025)

Probabilistic Consensus through Ensemble Validation: A Framework for LLM Reliability
by: Naik, Ninad
Published: (2024)

Sparse Prefix Caching for Hybrid and Recurrent LLM Serving
by: Shirokikh, Mikhail, et al.
Published: (2026)

Explainable AML Triage with LLMs: Evidence Retrieval and Counterfactual Checks
by: Torres, Dorothy, et al.
Published: (2026)

An explainable model to support the decision about the therapy protocol for AML
by: Almeida, Jade M., et al.
Published: (2023)

Credit Card Fraud Detection
by: Popova, Iva, et al.
Published: (2025)

LLM Serving Optimization with Variable Prefill and Decode Lengths
by: Wang, Meixuan, et al.
Published: (2025)

Scaling Graph Chain-of-Thought Reasoning: A Multi-Agent Framework with Efficient LLM Serving
by: Huan, Chengying, et al.
Published: (2025)

Joint Encoding of KV-Cache Blocks for Scalable LLM Serving
by: Kampeas, Joseph, et al.
Published: (2026)

Parrot: Efficient Serving of LLM-based Applications with Semantic Variable
by: Lin, Chaofan, et al.
Published: (2024)

Analytical Provisioning for Attention-FFN Disaggregated LLM Serving under Stochastic Workloads
by: Song, Chendong, et al.
Published: (2026)

LLM-Based Robust Product Classification in Commerce and Compliance
by: Gholamian, Sina, et al.
Published: (2024)

Beyond Yes or No: Predictive Compliance Monitoring Approaches for Quantifying the Magnitude of Compliance Violations
by: Chen, Qian, et al.
Published: (2025)

Who Judges the Judge? LLM Jury-on-Demand: Building Trustworthy LLM Evaluation Systems
by: Li, Xiaochuan, et al.
Published: (2025)

InsightBuild: LLM-Powered Causal Reasoning in Smart Building Systems
by: Neogi, Pinaki Prasad Guha, et al.
Published: (2025)

Is One Score Enough? Rethinking the Evaluation of Sequentially Evolving LLM Memory
by: Dong, Songwei, et al.
Published: (2026)

SCFCRC: Simultaneously Counteract Feature Camouflage and Relation Camouflage for Fraud Detection
by: Zhang, Xiaocheng, et al.
Published: (2025)

Rethinking Safety in LLM Fine-tuning: An Optimization Perspective
by: Kim, Minseon, et al.
Published: (2025)

Stacked Ensemble of Fine-Tuned CNNs for Knee Osteoarthritis Severity Grading
by: Gupta, Adarsh, et al.
Published: (2025)

Joint Detection of Fraud and Concept Drift inOnline Conversations with LLM-Assisted Judgment
by: Senol, Ali, et al.
Published: (2025)

SUN: Shared Use of Next-token Prediction for Efficient Multi-LLM Disaggregated Serving
by: Woo, Sunghyeon, et al.
Published: (2026)

POLAR: Online Learning for LoRA Adapter Caching and Routing in Edge LLM Serving
by: Li, Shaoang, et al.
Published: (2026)

Progressive Sparse Attention: Algorithm and System Co-design for Efficient Attention in LLM Serving
by: Zhou, Qihui, et al.
Published: (2025)

Cog-Rethinker: Hierarchical Metacognitive Reinforcement Learning for LLM Reasoning
by: Sun, Zexu, et al.
Published: (2025)

Loquetier: A Virtualized Multi-LoRA Framework for Unified LLM Fine-tuning and Serving
by: Zhang, Yuchen, et al.
Published: (2025)

REASONING COMPILER: LLM-Guided Optimizations for Efficient Model Serving
by: Tang, Annabelle Sujun, et al.
Published: (2025)

Graph-Based Fraud Detection with Dual-Path Graph Filtering
by: He, Wei, et al.
Published: (2026)

Credit Card Fraud Detection Using Advanced Transformer Model
by: Yu, Chang, et al.
Published: (2024)

Heterogeneous Graph Auto-Encoder for CreditCard Fraud Detection
by: Singh, Moirangthem Tiken, et al.
Published: (2024)

RIFF: Inducing Rules for Fraud Detection from Decision Trees
by: Martins, João Lucas, et al.
Published: (2024)

RAGFormer: Learning Semantic Attributes and Topological Structure for Fraud Detection
by: Li, Haolin, et al.
Published: (2024)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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